Towards a machine-learning assisted diagnosis of psychiatric disorders and their operationalization in preclinical research: Evidence from studies on addiction-like behaviour in individual rats.

Over the last few decades, there has been a progressive transition from a categorical to a dimensional approach to psychiatric disorders. Especially in the case of substance use disorders, interest in the individual vulnerability to transition from controlled to compulsive drug taking warrants the development of novel dimension-based objective stratification tools. Here we drew on a multidimensional preclinical model of addiction, namely the 3-criteria model, previously developed to identify the neurobehavioural basis of the individual's vulnerability to switch from controlled to compulsive drug taking, to test a machine-learning assisted classifier objectively to identify individual subjects as vulnerable/resistant to addiction. Datasets from our previous studies on addiction-like behaviour for cocaine or alcohol were fed into a variety of machine-learning algorithms to develop a classifier that identifies resilient and vulnerable rats with high precision and reproducibility irrespective of the cohort to which they belong. A classifier based on K-median or K-mean-clustering (for cocaine or alcohol, respectively) followed by artificial neural networks emerged as a highly reliable and accurate tool to predict if a single rat is vulnerable/resilient to addiction. Thus, each rat previously characterized as displaying 0-criterion (i.e., resilient) or 3-criteria (i.e., vulnerable) in individual cohorts was correctly labelled by this classifier. The present machine-learning-based classifier objectively labels single individuals as resilient or vulnerable to developing addiction-like behaviour in a multisymptomatic preclinical model of addiction-like behaviour in rats. This novel dimension-based classifier increases the heuristic value of these preclinical models while providing proof of principle to deploy similar tools for the future of diagnosis of psychiatric disorders.

Reversing anterior insular cortex neuronal hypoexcitability attenuates compulsive behavior in adolescent rats.

Development of self-regulatory competencies during adolescence is partially dependent on normative brain maturation. Here, we report that adolescent rats as compared to adults exhibit impulsive and compulsive-like behavioral traits, the latter being associated with lower expression of mRNA levels of the immediate early gene zif268 in the anterior insula cortex (AIC). This suggests that underdeveloped AIC function in adolescent rats could contribute to an immature pattern of interoceptive cue integration in decision making and a compulsive phenotype. In support of this, we report that layer 5 pyramidal neurons in the adolescent rat AIC are hypoexcitable and receive fewer glutamatergic synaptic inputs compared to adults. Chemogenetic activation of the AIC attenuated compulsive traits in adolescent rats supporting the idea that in early stages of AIC maturity there exists a suboptimal integration of sensory and cognitive information that contributes to inflexible behaviors in specific conditions of reward availability.

Prefrontal cortex development and emergence of self-regulatory competence: the two cardinal features of adolescence disrupted in context of alcohol abuse.

Adolescence is a tumultuous period in the lifetime of an individual confronted to major changes in emotional, social and cognitive appraisal. During this period of questioning and doubt, while the executive functions are still maturing, the abstract reasoning remains vague and the response inhibition loose; ultimately the adolescent scarcely resists temptation. Consequently, adolescence is often associated with uninhibited risk-taking, reckless behaviours, among which are alcohol and illicit drugs use. Here, we discuss how the development of the prefrontal cortex (which critically contributes to rational decision-making and temporal processing of complex events) can be associated with the idiosyncratic adolescent behaviour, and potentially uncontrolled alcohol use. Most importantly, we present clinical and preclinical evidence supporting that ethanol exposure has deleterious effects on the adolescent developing brain. Ultimately, we discuss why a late maturing prefrontal cortex represents a ripe candidate to environmental influences that contribute to shape the adolescent brain but, potentially, can also trigger lifelong maladaptive responses, including increased vulnerability to develop substance use disorder later in life.

Gut microbiome correlates with altered striatal dopamine receptor expression in a model of compulsive alcohol seeking.

Identifying biological markers predicting vulnerability to develop excessive alcohol consumption may lead to a real improvement of clinical care. With converging evidence suggesting that gut microbiome is capable of influencing brain and behavior, this study aimed at investigating whether changes in gut microbiome composition is associated with conditioned responses to alcohol. We trained Wistar rats to self-administer alcohol for a prolonged period before screening those exhibiting uncontrolled alcohol seeking and taking by modeling diagnostic criteria for AUD: inability to abstain during a signaled period of reward unavailability, increased motivation assessed in a progressive effortful task and persistent alcohol intake despite aversive foot shocks. Based on addiction criteria scores, rats were assigned to either Vulnerable or Resilient groups. Vulnerable rats not only displayed increased impulsive and compulsive behaviors, but also displayed increased relapse after abstinence and increased sensitivity to baclofen treatments compared to resilient animals. Then, rats underwent a 3-month wash out period before sacrifice. Dorsal striatum was collected to assess dopamine receptor mRNA expression, and 16S microbiome sequencing was performed on caecal contents. Multiple significant correlations were found between gut microbiome and impulsivity measures, as well as augmentations in striatal Dopamine 1 receptor (D1R) and reductions in D2R as vulnerability to AUD increased. Therefore, using a singular translational approach based on biobehavioral dispositions to excessive alcohol seeking without heavy intoxication, our observations suggests an association between gut microbiome composition and these specific "at risk" behavioral traits observed in our translationally relevant model.

A preclinical model for identifying rats at risk of alcohol use disorder.

Alcohol use is one of the world's leading causes of death and disease, although only a small proportion of individuals develop persistent alcohol use disorder (AUD). The identification of vulnerable individuals prior to their chronic intoxication remains of highest importance. We propose here to adapt current methodologies for identifying rats at risk of losing control over alcohol intake by modeling diagnostic criteria for AUD: inability to abstain during a signaled period of reward unavailability, increased motivation assessed in a progressive effortful task and persistent alcohol intake despite aversive foot shocks. Factor analysis showed that these three addiction criteria loaded on one underlying construct indicating that they represent a latent construct of addiction trait. Further, not only vulnerable rats displayed higher ethanol consumption, and higher preference for ethanol over sweetened solutions, but they also exhibited pre-existing higher anxiety as compared to resilient rats. In conclusion, the present preclinical model confirms that development of an addiction trait not only requires prolonged exposure to alcohol, but also depends on endophenotype like anxiety that predispose a minority of individuals to lose control over alcohol consumption.

Effect of Jyotismati seed oil on spatial and fear memory using scopolamine induced amnesia in mice.

BACKGROUND: Treatment of memory impairment associated with dementia such as Alzheimer's disease is still inadequate and requires development of new drugs. OBJECTIVE: The objective was to evaluate the memory enhancing effect of Celastrus paniculatus seed oil. MATERIALS AND METHODS: C. paniculatus seed oil was mixed with equal amount of pure ghee and administered orally to mice in the dose of 200 mg/kg/day. Piracetam was used as a standard nootropic. Elevated plus maze and passive avoidance tests were used as a models to test spatial and fear memory respectively. Scopolamine (3 mg/kg, i.p.), was used as an amnestic agent. RESULTS: Mice receiving C. paniculatus showed significant memory enhancement as compared to scopolamine group. The effect of C. paniculatus and combination of C. paniculatus with piracetam was comparable to that with piracetam alone. CONCLUSION: The present study demonstrates that C. paniculatus seed oil has memory enhancing effect and hence can be developed as a potential drug in the treatment of dementia.

Animal models of erectile dysfunction.

Animal models have contributed to a great extent to understanding and advancement in the field of sexual medicine. Many current medical and surgical therapies in sexual medicine have been tried based on these animal models. Extensive literature search revealed that the compiled information is limited. In this review, we describe various experimental models of erectile dysfunction (ED) encompassing their procedures, variables of assessment, advantages and disadvantages. The search strategy consisted of review of PubMed based articles. We included original research work and certain review articles available in PubMed database. The search terms used were "ED and experimental models," "ED and nervous stimulation," "ED and cavernous nerve stimulation," "ED and central stimulation," "ED and diabetes mellitus," "ED and ageing," "ED and hypercholesteremia," "ED and Peyronie's disease," "radiation induced ED," "telemetric recording," "ED and mating test" and "ED and non-contact erection test."

Effect of Saraswatarishta in animal models of behavior despair.

BACKGROUND: Saraswatarishta (SA) is a herbo-mineral formulation consisting of 18 plants some of which are Medhyarasayanas. It has been claimed to be useful in treating central nervous system disorders. OBJECTIVE: To evaluate antidepressant effect of 'Saraswatarishta'(SA) alone and in combination with imipramine and fluoxetine in animal models of depression. MATERIALS AND METHODS: After obtaining IAEC permission, 144 rats (n = 36/part) were randomized into 6 groups- Group 1: Distilled water (1 mL), Group 2: Imipramine (30 mg/kg), Group 3: Fluoxetine (10 mg/kg), Group 4: SA (1.8 mL/kg), Group 5: Imipramine + SA, Group 6: Fluoxetine + SA. Effects of study drugs were evaluated in forced swim test (FST) with single exposure to FST (Part 1) and repeated exposure for 14 days (Part 2). In Part 3, reserpine was used with FST and effects of study drugs were evaluated against single exposure to FST. Same model was used with repeated exposures to FST (Part 4). In each part, rats were subjected to open field test (OFT) for 5 min prior to final FST. The variables measured: Immobility time in FST; line crossing, rearing and defecation in the OFT. RESULTS: In all four parts, individual drugs and combinations thereof produced significant decrease in immobility time as compared to control, and extent of decrease was comparable amongst these groups. However, values for combination of fluoxetine with SA group were found to be lesser than that for individual agents in Parts 2 and 3. Combination of SA with imipramine did not enhance its anti-depressant effect in any of the parts. OFT findings did not vary significantly amongst the study groups. CONCLUSION: Decreased immobility in FST and absence of generalized stimulation or depression of motor activity in OFT point towards potential antidepressant effect of Saraswatarishta. Its co-administration with fluoxetine showed more promising effects.

Are institutional review boards prepared for active continuing review?

Continuing review is an important responsibility of Institutional Review Boards (IRBs). Though being mentioned by many of the national and international guidelines, it is carried out routinely only in UK. The reasons may be inadequate training, overworked IRBs, less enthusiasm among the IRB members, cost bearing, etc. So, the oversight mechanism at the local site, which is the responsibility of IRB is not fulfilled. Are there any solutions to overcome these difficulties? The IRBs should have a Standard operating procedure for continuing review, members can be regularly trained, institutions can create their own internal Data and Safety Monitoring Boards who will only monitor studies where monitoring systems are non-existing and there can be budget allocated at the start of the study by the sponsor or the institution. In this way, we can try to safeguard the rights and well-being of the study participants.

Role of dopamine--D2 receptor in spatial memory retention and retrieval determined using Hebb-Williams complex maze.

Effects of bromocriptine and sulpiride were observed on encoding and retrieval of spatial memory in Wistar rats using Hebb-Williams complex maze. Rat was placed in entry chamber and allowed to reach reward chamber. Ten trials were given each day per rat for 3 consecutive days. Within-day encoding score indicative of learning and between-day retrieval score indicative of memory were calculated. Effects of bromocriptine and sulpiride were observed on encoding and retrieval of spatial memory. General learning index was calculated to compare the effect on spatial memory between groups. Bromocriptine increased while sulpiride decreased within-day encoding index but had no effect on retrieval index. In general learning index, sulpiride group showed more errors whereas bromocriptine group did not show any difference as compared to control. These results suggest that dopamine D2 receptors are involved in memory encoding but not retrieval. Also general learning is under positive modulation by D2 receptors.